Education

• M.S. in Information and Communication Engineering, Chosun University, Gwangju, South Korea, 2025
• B.S. in Computer Science, University of Peshawar, Peshawar, Pakistan, 2022

Work experience

• 2023 – 2025: Research Assistant
  • Chosun University, Gwangju, South Korea
  • Worked on medical image classification and detection using deep learning (Transformers, CNNs), manuscript writing, benchmarking, and collaborative research.
• Feb 2023 – Aug 2023: Research Assistant
  • University of Peshawar, Pakistan
  • Wireless Sensor Networks, anomaly detection, and machine learning for missing data imputation.
• Jun 2022 – Feb 2023: Machine Learning Intern
  • REBLUE Software Company, Peshawar, Pakistan
  • Developed image classification models, data preprocessing pipelines, and contributed to breast cancer detection systems using Python, scikit-learn, and NumPy.

Skills

• Computer Vision:
  • Image Classification, Detection, Segmentation
• Deep Learning:
  • Transformers, CNNs, Diffusion Models, Multi-scale learning
• Frameworks & Tools:
  • PyTorch, TensorFlow, Huggingface, Jupyter Notebook, scikit-learn, NumPy, OpenCV, timm, CUDA
• Others:
  • Data Preprocessing, Data Visualization, Explainable AI (Grad-Cam)

Publications

A Hybrid Attention-Driven Deep Learning Model for Osteoporosis Detection in Knees

BONE-Net: A Novel Hybrid Deep Learning Model for Effective Osteoporosis Detection

Multi-level Feature Enhancement and Dual AttentionbMechanisms for Improved Osteoporosis Diagnosis

FracNet:A Dual-Path Deep Learning Framework for Multi-Scale Hip Fracture Classification from X-rays

FTAM-Net: A Feature Transformer with Adaptive Multi-Scale Refinement Network for Osteoarthritis Classification

Conference Presentations

• Dual-EfficientNet Framework for Multi-Scale Gastrointestinal Disease Classification

  Oral Presentation, 25 April 2025

  Korean Institute of Intelligent Systems, KIIS Spring Conference, 2025, Gumi, South Korea

• A Deep Learning Approach for Effective Osteoporosis Detection in Knees

  Poster Presentation, 17 October 2024

  The 34th Artificial Intelligence Signal Processing Conference, 2024, Seoul, South Korea

• Classification of Bone Abnormalities in MURA

  Oral Presentation, 20 June 2024

  Korea Institute of Communications and Information Sciences, KICS Summer Conference, 2024, Jeju-Du, South Korea

• Medical Image Segmentation using Diffusion Models

  Oral Presentation, 21 April 2024

  Korea Institute of Intelligent Systems, KIIS Spring Conference, 2024, Seoul, South Korea

Awards

• Best Paper Award, IEIE 34th AI Conference, Seoul, South Korea
• Foreign Excellence Scholarship, Chosun University, Gwangju
• Distinction holder in B.S, University of Peshawar, Pakistan
• Certificate of Excellence – Inter-Semester AI Quiz Competition, University of Peshawar, Pakistan